{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import arcpy,pandas,json,numpy\n",
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['font.serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面这个方法是用来从matplotlib中的色带获取指定颜色的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getColorDist(colName, colValue):\n",
    "    cm = plt.cm.get_cmap(colName)\n",
    "    colNum = len(colValue)\n",
    "    col = [cm(float(i)/(colNum)) for i in range(colNum)]\n",
    "    cols = {}\n",
    "    for i in range(len(col)):\n",
    "        c = col[i]\n",
    "        f = \"#\"\n",
    "        for c1 in c:\n",
    "            cc = \"{0}\".format(hex(int(c1*255)))[2:]\n",
    "            if len(cc) < 2:\n",
    "                cc = \"0\"+cc\n",
    "            f+=cc\n",
    "        cols[colValue[i]] = f\n",
    "    return cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cn = \"./data/shp/china_simple.shp\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pandas.read_csv(\"./data/旅游收入.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面这段代码，是用来计算分位数的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getBox(year):\n",
    "    y = data[year].to_numpy()\n",
    "    q25 = numpy.percentile(y, 25)\n",
    "    q50 = numpy.percentile(y, 50)\n",
    "    q75 = numpy.percentile(y, 75)\n",
    "    iqr = q75 - q25\n",
    "    u = q75 + 1.5 * iqr\n",
    "    d = q25 - 1.5 * iqr\n",
    "    if u > max(y):\n",
    "        u =  max(y)\n",
    "    if d < min(y):\n",
    "        d = min(y)\n",
    "    box = [d,q25,q50,q75,u]\n",
    "    return box"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "col = getColorDist(\"hsv\",range(6))\n",
    "text = {0:\" 低异常值\",1:\" < 25%\",2:\" 25% - 50%\",3:\" 50% - 75%\",4:\" > 75%\",5:\" 高异常值\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 下面是画图用的代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show(year):\n",
    "    year = \"y{0}\".format(year)\n",
    "    box = getBox(year)\n",
    "    ax1 = plt.subplot2grid((4, 4), (0, 0), colspan = 1, rowspan = 4)\n",
    "    plt.boxplot(data[year])\n",
    "    ccdict = {}\n",
    "    for i,v in data.iterrows():\n",
    "        b2 = box+[v[year]]\n",
    "        b2.sort()\n",
    "        c = col[b2.index(v[year])]\n",
    "        ccdict[v[\"code\"]] = c\n",
    "        plt.scatter(x=1,y=v[year],color=c)\n",
    "\n",
    "    ax2 = plt.subplot2grid((4, 4), (0, 1), colspan = 3, rowspan = 4)\n",
    "    ext = arcpy.Describe(cn).extent\n",
    "    ax2.grid(alpha= 1)\n",
    "    basemap = arcpy.FeatureSet(cn)\n",
    "    for g in arcpy.da.SearchCursor(basemap,[\"SHAPE@JSON\",\"name\",\n",
    "                                           \"SHAPE@XY\",\"code\"]):\n",
    "        if g[3] in ccdict:\n",
    "            c = ccdict[g[3]]\n",
    "            poly = plt.Polygon(json.loads(g[0])[\"rings\"][0],\n",
    "                                    ec = '#000000',fc=c, alpha = 0.5)\n",
    "            if len(json.loads(g[0])[\"rings\"]) > 1:\n",
    "                poly = plt.Polygon(json.loads(g[0])[\"rings\"][2],\n",
    "                                    ec = '#000000',fc=c, alpha = 0.5)\n",
    "        else:\n",
    "            poly = plt.Polygon(json.loads(g[0])[\"rings\"][0],\n",
    "                                    fill=False, hatch='//', alpha = 0.5)\n",
    "        ax2.text(g[2][0], g[2][1],g[1],fontsize=8)\n",
    "        ax2.add_patch(poly)\n",
    "\n",
    "    for i in range(len(col)):\n",
    "        poly = plt.Polygon([[75,22+i],[80,22+i],[80,21+i],[75,21+i],[75,22+i]],\n",
    "                                    ec = '#000000',fc=col[i], alpha = 0.5)\n",
    "        ax2.text(80.5,21.5+i,text[i],fontsize=10)\n",
    "        ax2.add_patch(poly)\n",
    "\n",
    "    i=-1\n",
    "    poly = plt.Polygon([[75,22+i],[80,22+i],[80,21+i],[75,21+i],[75,22+i]],\n",
    "                                    fill=False, hatch='//', alpha = 0.5)\n",
    "    ax2.text(80.5,21.2+i,\" 数据缺失\",fontsize=10)\n",
    "    ax2.add_patch(poly)\n",
    "    ax2.set_xlim(ext.XMin,ext.XMax)\n",
    "    ax2.set_ylim(ext.YMin,ext.YMax)\n",
    "    plt.title(\"中国各省国际旅游外汇收入分位数专题图\\n数据来源：国家统计局\")\n",
    "    plt.text(75, 51, \"{0}年\".format(year[1:]),fontsize=30, color='red')\n",
    "    p = \"img/cn{0}.png\".format(year)\n",
    "    imgarr.append(p)\n",
    "    plt.savefig(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 691.2x446.4 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9.6,6.2)) \n",
    "imgarr = []\n",
    "for i in range(1999,2018):\n",
    "    show(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "im=Image.open(imgarr[0])\n",
    "images=[]\n",
    "for i in range(1,len(imgarr)):\n",
    "    images.append(Image.open(imgarr[i]))\n",
    "im.save('img/cn.gif', save_all=True,append_images=images,loop=0,\n",
    "        duration=200,comment=\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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